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Updated: Feb 9, 2026

DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning
Published on: May 10, 2024
CRISPR-initiated exponential amplification on fluorescently-barcoded microspheres for deep learning-assisted
Tingting Bai1, Xiaojun Qu1, Jinshun Pan1
1Laboratory Medicine Center, the Second Affiliated Hospital of Nanjing Medical University, Nanjing, 210011, PR China.
None:
Rapid, low-cost, and multiplexed nucleic acid testing is essential for human health but remains challenging. Although CRISPR-Cas systems offer high specificity, their integration into Multiplexed platforms suitable for near-patient testing has been limited. Here, we introduce a biosensing platform that combines CRISPR-initiated enzymatic amplification with quantum-dot encoded microbeads and deep-learning based image analysis for Multiplexed detection of human papillomavirus (HPV) DNA. The high specificity of CRISPR/Cas9 first triggers an exponential amplification. The products are then specifically captured on the microbead surface for localized fluorescent readout. A custom deep-learning algorithm automatically quantifies the bead fluorescence, enabling robust and automated analysis. The integrated approach achieves simultaneous detection of HPV16, HPV18, and HPV33 with detection limits as low as 0.2 pM. By using recognition-triggered amplification and a simple deep-learning assisted fluorescence readout, the workflow is significantly simplified. The platform establishes a universal and practical strategy for molecular diagnostics, demonstrating strong potential for near-patient testing.
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